@article{bb155500,
AUTHOR = "Yang, Z.B. and Zhang, A. and Sudjianto, A.",
TITLE = "GAMI-Net: An explainable neural network based on generalized additive
models with structured interactions",
JOURNAL = PR,
VOLUME = "120",
YEAR = "2021",
PAGES = "108192",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151416"}
@article{bb155501,
AUTHOR = "Ivanovs, M. and Kadikis, R. and Ozols, K.",
TITLE = "Perturbation-based methods for explaining deep neural networks:
A survey",
JOURNAL = PRL,
VOLUME = "150",
YEAR = "2021",
PAGES = "228-234",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151417"}
@article{bb155502,
AUTHOR = "Zhu, S. and Yang, T. and Chen, C.",
TITLE = "Visual Explanation for Deep Metric Learning",
JOURNAL = IP,
VOLUME = "30",
YEAR = "2021",
PAGES = "7593-7607",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151418"}
@article{bb155503,
AUTHOR = "Cui, Y. and Du, Y.T. and Wang, X. and Wang, H. and Su, C.",
TITLE = "Leveraging attention-based visual clue extraction for image
classification",
JOURNAL = IET-IPR,
VOLUME = "15",
YEAR = "2021",
NUMBER = "12",
PAGES = "2937-2947",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151419"}
@article{bb155504,
AUTHOR = "Dombrowski, A.K. and Anders, C.J. and Muller, K.R. and Kessel, P.",
TITLE = "Towards robust explanations for deep neural networks",
JOURNAL = PR,
VOLUME = "121",
YEAR = "2022",
PAGES = "108194",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151420"}
@article{bb155505,
AUTHOR = "Losch, M.M. and Fritz, M. and Schiele, B.",
TITLE = "Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep
Representations",
JOURNAL = IJCV,
VOLUME = "129",
YEAR = "2021",
NUMBER = "11",
MONTH = "November",
PAGES = "3136-3153",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151421"}
@inproceedings{bb155506,
AUTHOR = "Schiele, B. and Fritz, M. and Losch, M.M.",
TITLE = "Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep
Representations",
BOOKTITLE = GCPR20,
YEAR = "2020",
PAGES = "15-29",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151421"}
@article{bb155507,
AUTHOR = "Kook, L. and Herzog, L. and Hothorn, T. and Durr, O. and Sick, B.",
TITLE = "Deep and interpretable regression models for ordinal outcomes",
JOURNAL = PR,
VOLUME = "122",
YEAR = "2022",
PAGES = "108263",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151422"}
@article{bb155508,
AUTHOR = "Kim, J. and Kim, S. and Kim, S.T. and Ro, Y.M.",
TITLE = "Robust Perturbation for Visual Explanation: Cross-Checking Mask
Optimization to Avoid Class Distortion",
JOURNAL = IP,
VOLUME = "31",
YEAR = "2022",
PAGES = "301-313",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151423"}
@article{bb155509,
AUTHOR = "Sokolovska, N. and Behbahani, Y.M.",
TITLE = "Vanishing boosted weights: A consistent algorithm to learn
interpretable rules",
JOURNAL = PRL,
VOLUME = "152",
YEAR = "2021",
PAGES = "63-69",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151424"}
@article{bb155510,
AUTHOR = "Narwaria, M.",
TITLE = "Does explainable machine learning uncover the black box in vision
applications?",
JOURNAL = IVC,
VOLUME = "118",
YEAR = "2022",
PAGES = "104353",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151425"}
@article{bb155511,
AUTHOR = "Ben Sahel, Y. and Bryan, J.P. and Cleary, B. and Farhi, S.L. and Eldar, Y.C.",
TITLE = "Deep Unrolled Recovery in Sparse Biological Imaging:
Achieving fast, accurate results",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "2",
MONTH = "March",
PAGES = "45-57",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151426"}
@article{bb155512,
AUTHOR = "Zheng, T.Y. and Wang, Q. and Shen, Y. and Ma, X. and Lin, X.T.",
TITLE = "High-resolution rectified gradient-based visual explanations for
weakly supervised segmentation",
JOURNAL = PR,
VOLUME = "129",
YEAR = "2022",
PAGES = "108724",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151427"}
@article{bb155513,
AUTHOR = "Cooper, J. and Arandjelovic, O. and Harrison, D.J.",
TITLE = "Believe the HiPe: Hierarchical perturbation for fast, robust, and
model-agnostic saliency mapping",
JOURNAL = PR,
VOLUME = "129",
YEAR = "2022",
PAGES = "108743",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151428"}
@article{bb155514,
AUTHOR = "Mochaourab, R. and Venkitaraman, A. and Samsten, I. and Papapetrou, P. and Rojas, C.R.",
TITLE = "Post Hoc Explainability for Time Series Classification:
Toward a signal processing perspective",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "119-129",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151429"}
@article{bb155515,
AUTHOR = "Ho, T.K. and Luo, Y.F. and Guido, R.C.",
TITLE = "Explainability of Methods for Critical Information Extraction From
Clinical Documents: A survey of representative works",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "96-106",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151430"}
@article{bb155516,
AUTHOR = "Letzgus, S. and Wagner, P. and Lederer, J. and Samek, W. and Muller, K.R. and Montavon, G.",
TITLE = "Toward Explainable Artificial Intelligence for Regression Models: A
methodological perspective",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "40-58",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151431"}
@article{bb155517,
AUTHOR = "Al Regib, G. and Prabhushankar, M.",
TITLE = "Explanatory Paradigms in Neural Networks: Towards relevant and
contextual explanations",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "59-72",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151432"}
@article{bb155518,
AUTHOR = "Nielsen, I.E. and Dera, D. and Rasool, G. and Ramachandran, R.P. and Bouaynaya, N.C.",
TITLE = "Robust Explainability: A tutorial on gradient-based attribution
methods for deep neural networks",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "73-84",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151433"}
@article{bb155519,
AUTHOR = "Das, P. and Varshney, L.R.",
TITLE = "Explaining Artificial Intelligence Generation and Creativity: Human
interpretability for novel ideas and artifacts",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "85-95",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151434"}
@article{bb155520,
AUTHOR = "Temenos, A. and Tzortzis, I.N. and Kaselimi, M. and Rallis, I. and Doulamis, A. and Doulamis, N.",
TITLE = "Novel Insights in Spatial Epidemiology Utilizing Explainable AI (XAI)
and Remote Sensing",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "13",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151435"}
@article{bb155521,
AUTHOR = "Corbiere, C. and Thome, N. and Saporta, A. and Vu, T.H. and Cord, M. and Perez, P.",
TITLE = "Confidence Estimation via Auxiliary Models",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "10",
MONTH = "October",
PAGES = "6043-6055",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151436"}
@article{bb155522,
AUTHOR = "Dietterich, T.G. and Guyer, A.",
TITLE = "The familiarity hypothesis:
Explaining the behavior of deep open set methods",
JOURNAL = PR,
VOLUME = "132",
YEAR = "2022",
PAGES = "108931",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151437"}
@article{bb155523,
AUTHOR = "Jung, H.G. and Kang, S.H. and Kim, H.D. and Won, D.O. and Lee, S.W.",
TITLE = "Counterfactual explanation based on gradual construction for deep
networks",
JOURNAL = PR,
VOLUME = "132",
YEAR = "2022",
PAGES = "108958",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151438"}
@article{bb155524,
AUTHOR = "Schnake, T. and Eberle, O. and Lederer, J. and Nakajima, S. and Schutt, K.T. and Muller, K.R. and Montavon, G.",
TITLE = "Higher-Order Explanations of Graph Neural Networks via Relevant Walks",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "11",
MONTH = "November",
PAGES = "7581-7596",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151439"}
@article{bb155525,
AUTHOR = "Giryes, R.",
TITLE = "A Function Space Analysis of Finite Neural Networks With Insights
From Sampling Theory",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "1",
MONTH = "January",
PAGES = "27-37",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151440"}
@article{bb155526,
AUTHOR = "Fu, Y.W. and Liu, C. and Li, D.H. and Zhong, Z.Y. and Sun, X.W. and Zeng, J.S. and Yao, Y.",
TITLE = "Exploring Structural Sparsity of Deep Networks Via Inverse Scale
Spaces",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "2",
MONTH = "February",
PAGES = "1749-1765",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151441"}
@article{bb155527,
AUTHOR = "Wang, X. and Wu, Y.X. and Zhang, A. and Feng, F. and He, X.N. and Chua, T.S.",
TITLE = "Reinforced Causal Explainer for Graph Neural Networks",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "2",
MONTH = "February",
PAGES = "2297-2309",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151442"}
@article{bb155528,
AUTHOR = "Gautam, S. and Hohne, M.M.C. and Hansen, S. and Jenssen, R. and Kampffmeyer, M.",
TITLE = "This looks More Like that: Enhancing Self-Explaining Models by
Prototypical Relevance Propagation",
JOURNAL = PR,
VOLUME = "136",
YEAR = "2023",
PAGES = "109172",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151443"}
@article{bb155529,
AUTHOR = "Sousa, E.V. and Vasconcelos, C.N. and Fernandes, L.A.F.",
TITLE = "An analysis of ConformalLayers' robustness to corruptions in natural
images",
JOURNAL = PRL,
VOLUME = "166",
YEAR = "2023",
PAGES = "190-197",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151444"}
@article{bb155530,
AUTHOR = "Alfarra, M. and Bibi, A. and Hammoud, H. and Gaafar, M. and Ghanem, B.",
TITLE = "On the Decision Boundaries of Neural Networks:
A Tropical Geometry Perspective",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "4",
MONTH = "April",
PAGES = "5027-5037",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151445"}
@article{bb155531,
AUTHOR = "Yuan, H. and Yu, H.Y. and Gui, S. and Ji, S.W.",
TITLE = "Explainability in Graph Neural Networks: A Taxonomic Survey",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "5",
MONTH = "May",
PAGES = "5782-5799",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151446"}
@article{bb155532,
AUTHOR = "Wickstrom, K.K. and Trosten, D.J. and Lokse, S. and Boubekki, A. and Mikalsen, K.o. and Kampffmeyer, M.C. and Jenssen, R.",
TITLE = "RELAX: Representation Learning Explainability",
JOURNAL = IJCV,
VOLUME = "131",
YEAR = "2023",
NUMBER = "6",
MONTH = "June",
PAGES = "1584-1610",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151447"}
@article{bb155533,
AUTHOR = "Qiao, S.S. and Wang, R.P. and Shan, S.G. and Chen, X.L.",
TITLE = "Hierarchical disentangling network for object representation learning",
JOURNAL = PR,
VOLUME = "140",
YEAR = "2023",
PAGES = "109539",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151448"}
@article{bb155534,
AUTHOR = "Lin, C.S. and Wang, Y.C.A.F.",
TITLE = "Describe, Spot and Explain: Interpretable Representation Learning for
Discriminative Visual Reasoning",
JOURNAL = IP,
VOLUME = "32",
YEAR = "2023",
PAGES = "2481-2492",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151449"}
@article{bb155535,
AUTHOR = "Nguyen, K.P. and Treacher, A.H. and Montillo, A.A.",
TITLE = "Adversarially-Regularized Mixed Effects Deep Learning (ARMED) Models
Improve Interpretability, Performance, and Generalization on
Clustered (non-iid) Data",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "7",
MONTH = "July",
PAGES = "8081-8093",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151450"}
@article{bb155536,
AUTHOR = "Wang, P. and Vasconcelos, N.M.",
TITLE = "A Generalized Explanation Framework for Visualization of Deep
Learning Model Predictions",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "8",
MONTH = "August",
PAGES = "9265-9283",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151451"}
@article{bb155537,
AUTHOR = "Xu, J.J. and Zhang, Z.X. and Hu, X.L.",
TITLE = "Extracting Semantic Knowledge From GANs With Unsupervised Learning",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "8",
MONTH = "August",
PAGES = "9654-9668",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151452"}
@inproceedings{bb155538,
AUTHOR = "Iida, T. and Komatsu, T. and Kaneda, K. and Hirakawa, T. and Yamashita, T. and Fujiyoshi, H. and Sugiura, K.",
TITLE = "Visual Explanation Generation Based on Lambda Attention Branch Networks",
BOOKTITLE = ACCV22,
YEAR = "2022",
PAGES = "II:475-490",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151453"}
@article{bb155539,
AUTHOR = "Li, X. and Lei, H.J. and Zhang, L. and Wang, M.Z.",
TITLE = "Differentiable Logic Policy for Interpretable Deep Reinforcement
Learning: A Study From an Optimization Perspective",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "10",
MONTH = "October",
PAGES = "11654-11667",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151454"}
@article{bb155540,
AUTHOR = "Wargnier Dauchelle, V. and Grenier, T. and Durand Dubief, F. and Cotton, F. and Sdika, M.",
TITLE = "A Weakly Supervised Gradient Attribution Constraint for Interpretable
Classification and Anomaly Detection",
JOURNAL = MedImg,
VOLUME = "42",
YEAR = "2023",
NUMBER = "11",
MONTH = "November",
PAGES = "3336-3347",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151455"}
@article{bb155541,
AUTHOR = "Asnani, V. and Yin, X. and Hassner, T. and Liu, X.M.",
TITLE = "Reverse Engineering of Generative Models:
Inferring Model Hyperparameters From Generated Images",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "12",
MONTH = "December",
PAGES = "15477-15493",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151456"}
@article{bb155542,
AUTHOR = "Shi, W. and Zhang, W.T. and Zheng, W.S. and Wang, R.X.",
TITLE = "PAMI: Partition Input and Aggregate Outputs for Model Interpretation",
JOURNAL = PR,
VOLUME = "145",
YEAR = "2024",
PAGES = "109898",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151457"}
@article{bb155543,
AUTHOR = "Echeberria Barrio, X. and Gil Lerchundi, A. and Mendialdua, I. and Orduna Urrutia, R.",
TITLE = "Topological safeguard for evasion attack interpreting the neural
networks' behavior",
JOURNAL = PR,
VOLUME = "147",
YEAR = "2024",
PAGES = "110130",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151458"}
@article{bb155544,
AUTHOR = "Brocki, L. and Chung, N.C.",
TITLE = "Feature perturbation augmentation for reliable evaluation of
importance estimators in neural networks",
JOURNAL = PRL,
VOLUME = "176",
YEAR = "2023",
PAGES = "131-139",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151459"}
@article{bb155545,
AUTHOR = "Joukovsky, B. and Eldar, Y.C. and Deligiannis, N.",
TITLE = "Interpretable Neural Networks for Video Separation:
Deep Unfolding RPCA With Foreground Masking",
JOURNAL = IP,
VOLUME = "33",
YEAR = "2024",
PAGES = "108-122",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151460"}
@article{bb155546,
AUTHOR = "Dan, T.T. and Kim, M. and Kim, W.H. and Wu, G.R.",
TITLE = "Developing Explainable Deep Model for Discovering Novel Control
Mechanism of Neuro-Dynamics",
JOURNAL = MedImg,
VOLUME = "43",
YEAR = "2024",
NUMBER = "1",
MONTH = "January",
PAGES = "427-438",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151461"}
@article{bb155547,
AUTHOR = "Apicella, A. and Isgro, F. and Prevete, R.",
TITLE = "Hidden classification layers: Enhancing linear separability between
classes in neural networks layers",
JOURNAL = PRL,
VOLUME = "177",
YEAR = "2024",
PAGES = "69-74",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151462"}
@inproceedings{bb155548,
AUTHOR = "Apicella, A. and Giugliano, S. and Isgro, F. and Prevete, R.",
TITLE = "A General Approach to Compute the Relevance of Middle-level Input
Features",
BOOKTITLE = EDL-AI20,
YEAR = "2020",
PAGES = "189-203",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151463"}
@article{bb155549,
AUTHOR = "Li, Y.S. and Liang, H.J. and Zheng, H.F. and Yu, R.",
TITLE = "CR-CAM: Generating explanations for deep neural networks by
contrasting and ranking features",
JOURNAL = PR,
VOLUME = "149",
YEAR = "2024",
PAGES = "110251",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151464"}
@article{bb155550,
AUTHOR = "Suresh, S. and Das, B. and Abrol, V. and Dutta Roy, S.",
TITLE = "On characterizing the evolution of embedding space of neural networks
using algebraic topology",
JOURNAL = PRL,
VOLUME = "179",
YEAR = "2024",
PAGES = "165-171",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151465"}
@article{bb155551,
AUTHOR = "Peng, Y.T. and He, L.H. and Hu, D. and Liu, Y.H. and Yang, L.Z. and Shang, S.H.",
TITLE = "Hierarchical Dynamic Masks for Visual Explanation of Neural Networks",
JOURNAL = MultMed,
VOLUME = "26",
YEAR = "2024",
PAGES = "5311-5325",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151466"}
@article{bb155552,
AUTHOR = "Dombrowski, A.K. and Gerken, J.E. and Muller, K.R. and Kessel, P.",
TITLE = "Diffeomorphic Counterfactuals With Generative Models",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "5",
MONTH = "May",
PAGES = "3257-3274",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151467"}
@article{bb155553,
AUTHOR = "Wang, J.Q. and Liu, H.F. and Jing, L.P.",
TITLE = "Transparent Embedding Space for Interpretable Image Recognition",
JOURNAL = CirSysVideo,
VOLUME = "34",
YEAR = "2024",
NUMBER = "5",
MONTH = "May",
PAGES = "3204-3219",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151468"}
@inproceedings{bb155554,
AUTHOR = "Wang, J.Q. and Liu, H.F. and Wang, X.Y. and Jing, L.P.",
TITLE = "Interpretable Image Recognition by Constructing Transparent Embedding
Space",
BOOKTITLE = ICCV21,
YEAR = "2021",
PAGES = "875-884",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151469"}
@article{bb155555,
AUTHOR = "Luo, J.Q. and Xu, S.X.",
TITLE = "NCART: Neural Classification and Regression Tree for tabular data",
JOURNAL = PR,
VOLUME = "154",
YEAR = "2024",
PAGES = "110578",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151470"}
@article{bb155556,
AUTHOR = "Islam, M.T. and Xing, L.",
TITLE = "Deciphering the Feature Representation of Deep Neural Networks for
High-Performance AI",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "8",
MONTH = "August",
PAGES = "5273-5287",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151471"}
@article{bb155557,
AUTHOR = "Remusati, H. and Caillec, J.M.L. and Schneider, J.Y. and Petit Frere, J. and Merlet, T.",
TITLE = "Generative Adversarial Networks for SAR Automatic Target Recognition
and Classification Models Enhanced Explainability: Perspectives and
Challenges",
JOURNAL = RS,
VOLUME = "16",
YEAR = "2024",
NUMBER = "14",
PAGES = "2569",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151472"}
@article{bb155558,
AUTHOR = "Valle, M.E.",
TITLE = "Understanding Vector-Valued Neural Networks and Their Relationship
With Real and Hypercomplex-Valued Neural Networks: Incorporating
intercorrelation between features into neural networks",
JOURNAL = SPMag,
VOLUME = "41",
YEAR = "2024",
NUMBER = "3",
MONTH = "May",
PAGES = "49-58",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151473"}
@article{bb155559,
AUTHOR = "Shin, Y.M. and Kim, S.W. and Shin, W.Y.",
TITLE = "PAGE: Prototype-Based Model-Level Explanations for Graph Neural
Networks",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "10",
MONTH = "October",
PAGES = "6559-6576",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151474"}
@article{bb155560,
AUTHOR = "Zhuo, Y. and Ge, Z.Q.",
TITLE = "IG2: Integrated Gradient on Iterative Gradient Path for Feature
Attribution",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "11",
MONTH = "November",
PAGES = "7173-7190",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151475"}
@article{bb155561,
AUTHOR = "Chormai, P. and Herrmann, J. and Muller, K.R. and Montavon, G.",
TITLE = "Disentangled Explanations of Neural Network Predictions by Finding
Relevant Subspaces",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "11",
MONTH = "November",
PAGES = "7283-7299",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151476"}
@article{bb155562,
AUTHOR = "Su, X.Z. and Qiang, W.W. and Hu, J. and Zheng, C.W. and Wu, F.G. and Sun, F.C.",
TITLE = "Intriguing Property and Counterfactual Explanation of GAN for Remote
Sensing Image Generation",
JOURNAL = IJCV,
VOLUME = "132",
YEAR = "2024",
NUMBER = "11",
MONTH = "November",
PAGES = "5192-5216",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151477"}
@article{bb155563,
AUTHOR = "Xiao, T.X. and Zhang, W. and Cheng, Y.X. and Suo, J.",
TITLE = "HOPE: High-Order Polynomial Expansion of Black-Box Neural Networks",
JOURNAL = PAMI,
VOLUME = "46",
YEAR = "2024",
NUMBER = "12",
MONTH = "December",
PAGES = "7924-7939",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151478"}
@article{bb155564,
AUTHOR = "Kowal, M. and Siam, M. and Islam, M.A. and Bruce, N.D.B. and Wildes, R.P. and Derpanis, K.G.",
TITLE = "Quantifying and Learning Static vs. Dynamic Information in Deep
Spatiotemporal Networks",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "1",
MONTH = "January",
PAGES = "190-205",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151479"}
@inproceedings{bb155565,
AUTHOR = "Kowal, M. and Siam, M. and Islam, M.A. and Bruce, N.D.B. and Wildes, R.P. and Derpanis, K.G.",
TITLE = "A Deeper Dive Into What Deep Spatiotemporal Networks Encode:
Quantifying Static vs. Dynamic Information",
BOOKTITLE = CVPR22,
YEAR = "2022",
PAGES = "13979-13989",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151480"}
@article{bb155566,
AUTHOR = "Wu, H.F. and Jiang, H. and Wang, K. and Tang, Z. and He, X.H. and Lin, L.",
TITLE = "Improving Network Interpretability via Explanation Consistency
Evaluation",
JOURNAL = MultMed,
VOLUME = "26",
YEAR = "2024",
PAGES = "11261-11273",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151481"}
@article{bb155567,
AUTHOR = "Batreddy, S. and Mishra, P. and Kakarla, Y. and Siripuram, A.",
TITLE = "Inpainting-Driven Graph Learning via Explainable Neural Networks",
JOURNAL = SPLetters,
VOLUME = "32",
YEAR = "2025",
PAGES = "111-115",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151482"}
@article{bb155568,
AUTHOR = "Nam, W.J. and Lee, S.W.",
TITLE = "Illuminating Salient Contributions in Neuron Activation With
Attribution Equilibrium",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "2",
MONTH = "February",
PAGES = "1120-1131",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151483"}
@article{bb155569,
AUTHOR = "Zhang, R. and Du, X. and Yan, J.C. and Zhang, S.H.",
TITLE = "The Decoupling Concept Bottleneck Model",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "2",
MONTH = "February",
PAGES = "1250-1265",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151484"}
@article{bb155570,
AUTHOR = "Rong, Y.B.",
TITLE = "Identifying Patterns for Convolutional Neural Networks in Regression
Tasks to Make Specific Predictions via Genetic Algorithms",
JOURNAL = SPLetters,
VOLUME = "32",
YEAR = "2025",
PAGES = "626-630",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151485"}
@article{bb155571,
AUTHOR = "Liu, W.Q. and Liu, M.H. and Zheng, S.J. and Shen, S.Q. and Bian, X.S. and Zang, Y. and Zhong, P. and Wang, C.",
TITLE = "Interpreting Hidden Semantics in the Intermediate Layers of 3D Point
Cloud Classification Neural Network",
JOURNAL = MultMed,
VOLUME = "27",
YEAR = "2025",
PAGES = "965-977",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151486"}
@article{bb155572,
AUTHOR = "Ning, C. and Gan, H.P.",
TITLE = "SS ViT: Observing pathologies of multi-layer perceptron weights and
re-setting vision transformer",
JOURNAL = PR,
VOLUME = "162",
YEAR = "2025",
PAGES = "111422",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151487"}
@article{bb155573,
AUTHOR = "Chen, Y.M. and Wang, B. and Su, C.S. and Li, A. and Li, G. and Tang, Y.X.",
TITLE = "Striving for understanding: Deconstructing neural networks in
side-channel analysis",
JOURNAL = PR,
VOLUME = "162",
YEAR = "2025",
PAGES = "111374",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151488"}
@article{bb155574,
AUTHOR = "Wang, T.J. and Bao, C.L. and Shi, Z.Q.",
TITLE = "Convection-Diffusion Equation: A Theoretically Certified Framework
for Neural Networks",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "5",
MONTH = "May",
PAGES = "4170-4182",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151489"}
@article{bb155575,
AUTHOR = "Nieradzik, L. and Stephani, H. and Keuper, J.",
TITLE = "Reliable Evaluation of Attribution Maps in CNNs:
A Perturbation-Based Approach",
JOURNAL = IJCV,
VOLUME = "133",
YEAR = "2025",
NUMBER = "5",
MONTH = "May",
PAGES = "2392-2409",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151490"}
@article{bb155576,
AUTHOR = "Han, S.H. and Choi, H.J.",
TITLE = "Attribute-guided Relevance Propagation for interpreting image
classifier based on Deep Neural Networks",
JOURNAL = CVIU,
VOLUME = "258",
YEAR = "2025",
PAGES = "104370",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151491"}
@article{bb155577,
AUTHOR = "Wu, W.H. and Ye, C.M. and Liao, X.F.",
TITLE = "Seg-Cam: Enhancing interpretability analysis in segmentation networks",
JOURNAL = JVCIR,
VOLUME = "110",
YEAR = "2025",
PAGES = "104467",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151492"}
@article{bb155578,
AUTHOR = "Chen, T.R. and Zhang, L. and Guo, W.W. and Zhang, Z.H. and Datcu, M.",
TITLE = "Analyzing the Adversarial Robustness and Interpretability of Deep SAR
Classification Models: A Comprehensive Examination of Their Reliability",
JOURNAL = RS,
VOLUME = "17",
YEAR = "2025",
NUMBER = "11",
PAGES = "1943",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151493"}
@article{bb155579,
AUTHOR = "Mikriukov, G. and Schwalbe, G. and Bade, K.",
TITLE = "Local Concept Embeddings for Analysis of Concept Distributions in
Vision DNN Feature Spaces",
JOURNAL = IJCV,
VOLUME = "133",
YEAR = "2025",
NUMBER = "8",
MONTH = "August",
PAGES = "5649-5699",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151494"}
@article{bb155580,
AUTHOR = "Akpudo, U.E. and Gao, Y.S. and Zhou, J. and Lewis, A.",
TITLE = "CoPISan: Contrastive Perceptual Inference and Sanity Checks for
Concept-Based CNN Explanations",
JOURNAL = PAMI,
VOLUME = "47",
YEAR = "2025",
NUMBER = "9",
MONTH = "September",
PAGES = "8193-8212",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151495"}
@inproceedings{bb155581,
AUTHOR = "Liu, Y. and Zhang, T.W. and Gu, S.",
TITLE = "Hybrid Concept Bottleneck Models",
BOOKTITLE = CVPR25,
YEAR = "2025",
PAGES = "20179-20189",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151496"}
@inproceedings{bb155582,
AUTHOR = "Benou, I. and Raviv, T.R.",
TITLE = "Show and Tell: Visually Explainable Deep Neural Nets via
Spatially-Aware Concept Bottleneck Models",
BOOKTITLE = CVPR25,
YEAR = "2025",
PAGES = "30063-30072",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151497"}
@inproceedings{bb155583,
AUTHOR = "Byra, M. and Skibbe, H.",
TITLE = "Generating Visual Explanations from Deep Networks Using Implicit
Neural Representations",
BOOKTITLE = WACV25,
YEAR = "2025",
PAGES = "3310-3319",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151498"}
@inproceedings{bb155584,
AUTHOR = "O'Mahony, L. and Nikolov, N.S. and O'Sullivan, D.J.P.",
TITLE = "Towards Utilising a Range of Neural Activations for Comprehending
Representational Associations",
BOOKTITLE = WACV25,
YEAR = "2025",
PAGES = "2495-2506",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151499"}
@inproceedings{bb155585,
AUTHOR = "Kim, J. and Wang, Z. and Qiu, Q.",
TITLE = "Constructing Concept-based Models to Mitigate Spurious Correlations
with Minimal Human Effort",
BOOKTITLE = ECCV24,
YEAR = "2024",
PAGES = "LXXX: 137-153",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151500"}
@inproceedings{bb155586,
AUTHOR = "Subramanyam, R. and Thopalli, K. and Narayanaswamy, V. and Thiagarajan, J.J.",
TITLE = "Decider: Leveraging Foundation Model Priors for Improved Model Failure
Detection and Explanation",
BOOKTITLE = ECCV24,
YEAR = "2024",
PAGES = "LXXIX: 465-482",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151501"}
@inproceedings{bb155587,
AUTHOR = "Hachiya, H. and Nisawa, D.",
TITLE = "Randomized Channel-pass Mask for Channel-wise Explanation of Black-box
Models",
BOOKTITLE = ACCV24,
YEAR = "2024",
PAGES = "VIII: 454-468",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151502"}
@inproceedings{bb155588,
AUTHOR = "Kim, S. and Ahn, D. and Ko, B.C. and Jang, I.S. and Kim, K.J.",
TITLE = "EQ-CBM: A Probabilistic Concept Bottleneck with Energy-based Models and
Quantized Vectors",
BOOKTITLE = ACCV24,
YEAR = "2024",
PAGES = "VII: 270-286",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151503"}
@inproceedings{bb155589,
AUTHOR = "Ayyar, M.P. and Benois Pineau, J. and Zemmari, A.",
TITLE = "ET: Explain to Train: Leveraging Explanations to Enhance the Training
of a Multimodal Transformer",
BOOKTITLE = ICIP24,
YEAR = "2024",
PAGES = "235-241",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151504"}
@inproceedings{bb155590,
AUTHOR = "Yarici, Y. and Kokilepersaud, K. and Prabhushankar, M. and Al Regib, G.",
TITLE = "Explaining Representation Learning with Perceptual Components",
BOOKTITLE = ICIP24,
YEAR = "2024",
PAGES = "228-234",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151505"}
@inproceedings{bb155591,
AUTHOR = "Ko, M. and Kang, F.Y. and Shi, W.Y. and Jin, M. and Yu, Z. and Jia, R.X.",
TITLE = "The Mirrored Influence Hypothesis: Efficient Data Influence
Estimation by Harnessing Forward Passes",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "26276-26285",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151506"}
@inproceedings{bb155592,
AUTHOR = "Augustin, M. and Neuhaus, Y. and Hein, M.",
TITLE = "DiG-IN: Diffusion Guidance for Investigating Networks: Uncovering
Classifier Differences, Neuron Visualisations, and Visual
Counterfactual Explanations",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "11093-11103",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151507"}
@inproceedings{bb155593,
AUTHOR = "Yu, R.P. and Wang, X.C.",
TITLE = "Neural Lineage",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "4797-4807",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151508"}
@inproceedings{bb155594,
AUTHOR = "Ahn, Y.H. and Kim, H.B. and Kim, S.T.",
TITLE = "WWW: A Unified Framework for Explaining what, Where and why of Neural
Networks by Interpretation of Neuron Concepts",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "10968-10977",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151509"}
@inproceedings{bb155595,
AUTHOR = "Chowdhury, T.F. and Liao, K. and Phan, V.M.H. and To, M.S. and Xie, Y.T. and Hung, K. and Ross, D. and van den Hengel, A.J. and Verjans, J.W. and Liao, Z.B.",
TITLE = "CAPE: CAM as a Probabilistic Ensemble for Enhanced DNN Interpretation",
BOOKTITLE = CVPR24,
YEAR = "2024",
PAGES = "11072-11081",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151510"}
@inproceedings{bb155596,
AUTHOR = "Dreyer, M. and Achtibat, R. and Samek, W. and Lapuschkin, S.",
TITLE = "Understanding the (Extra-)Ordinary: Validating Deep Model Decisions
with Prototypical Concept-based Explanations",
BOOKTITLE = SAIAD24,
YEAR = "2024",
PAGES = "3491-3501",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151511"}
@inproceedings{bb155597,
AUTHOR = "Ahmad, O. and Bereux, N. and Baret, L. and Hashemi, V. and Lecue, F.",
TITLE = "Causal Analysis for Robust Interpretability of Neural Networks",
BOOKTITLE = WACV24,
YEAR = "2024",
PAGES = "4673-4682",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151512"}
@inproceedings{bb155598,
AUTHOR = "Kuttichira, D.P. and Azam, B. and Verma, B. and Rahman, A. and Wang, L. and Sattar, A.",
TITLE = "Neural Network Feature Explanation Using Neuron Activation Rate Based
Bipartite Graph",
BOOKTITLE = IVCNZ23,
YEAR = "2023",
PAGES = "1-6",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151513"}
@inproceedings{bb155599,
AUTHOR = "Jeon, G.Y. and Jeong, H. and Choi, J.",
TITLE = "Beyond Single Path Integrated Gradients for Reliable Input
Attribution via Randomized Path Sampling",
BOOKTITLE = ICCV23,
YEAR = "2023",
PAGES = "2052-2061",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT151514"}
Last update:Sep 10, 2025 at 12:00:25